AI & software engineering
Start with one
workflow.
We build AI agents, automations, and custom software around the work slowing your team down. Ship a working first release with a human review step. Measure the time you get back.
Scope, timeline, and estimate before build work starts. Estimate time saved.
What is slowing your team down?
Start with the bottleneck. We’ll help you choose the right kind of build.
AI Systems & Automation
For repetitive intake, support questions, reporting, or content work. Connect your existing tools and give your team a clear review step.
Agent builds · Productized automations
Software Engineering
For processes held together by spreadsheets and workarounds. Build an internal tool, customer portal, or web app around the way your team works.
Python · C · Full-stack web · SaaS
Production proof
We Build and Operate the Software Ourselves
ResearcherFlow is the AI research workspace we operate in public: literature in, next experiment out, with a human approval gate. Building and supporting a live SaaS product keeps every client recommendation grounded in the work required after a demo.
1,400+
Automated tests guarding the product
1,417
Commits shipped in its first five months
3 tiers
Live billing, permissions, APIs, and operations
How a First Build Works
The first conversation is for finding the smallest useful release. Nuanced and risk-sensitive decisions keep a human review checkpoint.
Scope one workflow
Version one has a job, a success measure, and a boundary. New ideas wait for version two instead of stretching the current build.
Ship a working release
You get software you can run, not a slide deck. We connect it to the tools you already use and write down what it does not do.
Measure, then expand
We track whether the shipped system returns the time or revenue it was scoped for. Adjacent workflows come after that number is real.
First-build estimator
What could one workflow give back?
Choose a workflow and estimate the time it takes today. Explore potential capacity saved, then bring the assumptions to our first conversation.
Your estimate
Done-for-You AgentAssumes 80% of task time saved over 50 working weeks. Capacity value is not cash savings or net ROI; build and running costs are excluded. We validate scope, timing, and success measures with you.
Automate inbound qualification, prospect research, and CRM routing with an approval gate.
Example Success Measure
First-response time under 10m; 100% of CRM writes pass human approval.
One-business-day reply. No credentials required.
From the newsroom
Field notes from live builds
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Gemini 4 Argon: frontier coding and cyber defense, phased for a reason
Google’s Gemini 4 Argon leads on long-horizon coding and cyber defense, but Fairwind and gov pre-release still gate access. Operators keep the judgment gate.
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OpenAI DevDay 2026: Dots, GPT-6.1 Sol, and Why Humans Still Own the Judgment Gate
OpenAI shipped always-on Dots, GPT-6.1 Sol, and a Decisions API. Viking Labs’ take: route by job, keep humans on judgment, automate inside bounds.
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Your company needs an OpenClaw strategy. Start with one workflow.
OpenClaw turns models into scoped, always-on agents on hardware you control. Viking Labs builds SaaS and agent systems. Start with one bounded workflow.
Bring Us One Workflow
Tell us where work is repetitive, slow, or trapped in a spreadsheet. We will map the smallest useful first build and reply within one business day.